{"id":"W4388759640","doi":"10.36591/se-d-4604-06","title":"Balancing Academic Confidentiality and Transparency: The Peer Review Dilemma","year":2023,"lang":"en","type":"article","venue":"Science Editor","topic":"Ethics in medical practice","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dilemma; Transparency (behavior); Confidentiality; Internet privacy; Peer review; Computer science; Business; Computer security; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3862965,0.0008373141,0.002257942,0.006854465,0.01879933,0.03787906,0.01030378,0.03001603,0.005609356],"category_scores_gemma":[0.6490529,0.001694449,0.00146192,0.006131402,0.04959181,0.04160275,0.01714517,0.02232894,0.004474347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01070269,"about_ca_system_score_gemma":0.05504308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00318656,"about_ca_topic_score_gemma":0.002956757,"domain_scores_codex":[0.4533823,0.3543849,0.02210376,0.0190875,0.1433371,0.00770455],"domain_scores_gemma":[0.1675832,0.6362363,0.0332301,0.05640123,0.09075417,0.01579501],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001033261,0.00009511588,0.001420538,0.0008592574,0.0001178643,0.0009086158,0.0292405,0.0006493689,0.0003992863,0.660759,0.1807702,0.1246769],"study_design_scores_gemma":[0.0001334678,0.00009150863,0.0008077245,0.001870232,0.00004442862,0.0009007541,0.008791454,0.001270952,0.0006586068,0.5230785,0.4621666,0.000185775],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004003364,0.01987586,0.01517301,0.9202378,0.007011415,0.0001715568,0.0000553889,0.0001309829,0.03334067],"genre_scores_gemma":[0.510497,0.04790844,0.04664827,0.2877864,0.07252649,0.001443553,0.0001934957,0.0006782339,0.0323181],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.962121,"threshold_uncertainty_score":0.7568057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1394225965193757,"score_gpt":0.5390588974277533,"score_spread":0.3996363009083775,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}